Custom Hybrid Synthetic Datasets

The Problem of Data Scarcity

If data is the oil of the AI industry, our data is running out faster than our oil is. We definitely have a problem. LLMs have used all the data that there is to ingest. New data is needed to fine-tune existing LLMs. Hybrid data is Bitext’s answer to this data drought.

The Solution

Manually curated synthetic data. It lets the data production pipeline scale up while avoiding the typical problems of the generative approach:

    • Hallucination free. The corpus is 100% hallucination free. This makes it particularly suitable for high-quality LLM fine-tuning.
    • Bias free. The corpus includes tagging for offensive language generated from human-curated dictionaries.
    • PII free. The corpus is 100% free of Personal Identifiable Information, there are no actual names, only placeholders or slots.

Our Customers

Working with 3 of the Top 5 Largest Companies in NASDAQ

Empower Your Chatbot with AI-Driven Data Generation

Eliminate bot hallucinations and manual data generation. Bitext offers automated, artificial training data to accelerate your bot’s readiness.

Our technology provides:

  • Artificial Data Generation: Automatically create query variations for efficient bot training.
  • Personalized Service: Tailored solutions to meet your unique requirements.
  • Increased Accuracy: Ensure precise understanding of user queries.
  • Faster Training Time: Speed up bot deployment with rapid training.
  • Easy Integration: Seamlessly integrate Bitext with any bot platform.

Learn how Bitext’s top-quality datasets can mean seamless AI Customer Support for your business.

Improve Your Deployed Bot’s Understanding

Simplify all your customer queries to make them easier to process

Refine the linguistic comprehension of your AI technology with our established solutions in Generative AI and NLP. With a focus on developing reliable, rigorously-tested datasets, our query simplification and structuring technology supports advanced natural language processing and integrates seamlessly with RAG (Retrieval Augmented Generation) systems for contextually rich text generation. Not only does Bitext streamline training and fine-tuning processes, we also offer tools that enhance prompt engineering and Semantic Search, which together ensure the delivery of high quality, accurate responses with efficient token usage.


  • Expertise in Prompt Engineering Techniques
  • Structured Data Solutions for RAG and Semantic Search Efficiency
  • Tailored Fine-Tuning of LLM Models
  • Optimized Token Usage for Enhanced Response Precision

Achieve 90% Understanding, Despite User Typos

Teach your bot how to understand user mistakes and typos

If you’ve been running your bot for a while, you’ll realize that it fails because people speak in a way that’s difficult for bots to train for. Our Natural Language solution deals with the way people speak, surpassing 90% accuracy.


  • Spelling Suggestions
  • Language Identification
  • Personalized Service
  • 90% Understanding Accuracy
  • Understand Complex Feedback and Misspelled Words
  • Understand Multilingual Queries

Obtain Better Search Queries for Your Catalog

Make it easier for your bot to understand complex user queries

Enhance your catalog search accuracy with our generative AI and LLM-based solutions. By leveraging structured data and sophisticated natural language processing, we refine complex search capabilities, delivering precise results to user queries. The integration of RAG with LLMs enables systems to address and comprehend multifaceted questions, such as ‘I’d like to see closed footwear options, preferably without laces, what do you have available?’


  • Advanced Query Simplification
  • Accurate Boolean Query Generation
  • Customized Service Tailored to Your Business Needs
  • Highly Relevant and Specific Results
  • Knowledge-Based Linguistic Approach
  • Trusted by Industry Leaders

Extract Relevant Data from Conversations

Analyze what your customers say about your company to take timely actions

If you already have a customer support chatbot, you know how valuable your customer data can be. Information about your products and services and knowledge about how customers feel about your brand are vital. Our technology can extract key topics from your customers’ conversations so you can keep your business nimble.


  • Sentiment Analysis
  • Phrase Extraction
  • Personalized Service
  • Identify Key Topics with 90% Accuracy
  • 8 Languages Available
  • Easy Integration with Any Bot Platform

Bitext’s Generative Technology


Safeguarding ethical control for your customer support systems.

Ethical control is paramount for companies deploying customer support and customer service solutions. Bitext’s generative technology plays a crucial role in ensuring ethical compliance.

By generating training and evaluation data, companies can introduce their ethical policies into their chatbots or assistants. This empowers businesses to offer customers a superior service aligned with their ethical guidelines.

With Bitext’s generative technology, you can confidently deploy your conversational AI systems for customer support, knowing that ethical considerations are at the core of its interactions. Bitext’s generative technology plays a crucial role in ensuring ethical compliance.



Camino de las Huertas, 20, 28223 Pozuelo
Madrid, Spain


541 Jefferson Ave Ste 100, Redwood City
CA 94063, USA